Yuksel Splines for Probabilistic Sequence Prediction
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Description
Current methods for sequence prediction often fail to account for higher-ordercontinuity. This results in the prediction of sequences that might be continuous but not
physically viable as I investigate higher-order smoothness in terms of velocity and
acceleration. Hence, I propose a Yuksel Spline-based model that is not only capable of
predicting curves that are guaranteed to be C^2 continuous but, also efficient to compute
as well. Characteristic properties of the models are demonstrated over toy examples and
sequence prediction tasks.